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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
based on my interactions
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "based on my interactions" is correct and usable in written English.
You can use it when you want to express that your conclusions or opinions are derived from your experiences or exchanges with someone or something. Example: "Based on my interactions with the team, I believe we can improve our communication strategies."
✓ Grammatically correct
News & Media
Science
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
5 human-written examples
The catalyst was really based on my interactions with people -- total strangers who open up to me and tell me the most intimate, personal things.
News & Media
During our short partnership – based on my interactions with him – I believe that Donovan displayed an ambivalence about reporting the Ghomeshi story at all, a tendency that he knew better than our sources what was best for them and a troubling editorial attitude toward who would be deemed a credible enough victim.
News & Media
But based on my interactions with Le Wagon, they're an ambitious team and don't want to be known as "that little coding school in France".
News & Media
Based on my interactions with teachers, when they are asked the question, "If your school leader announces that he or she will release 1-hour of curriculum time every week to teachers, what will you do during that period of time?" the consistent answer across the majority of teachers would be, "Mark my students' written work".
Based on my interactions, many young American Jews, like many young American Muslims, are desirous of moving forward constructively, seeing the dangers of isolation and fear-mongering and preferring instead to invest their energy and focus on forging new relationships and being open to new approaches and perspectives on how to make that happen.
News & Media
Human-verified similar examples from authoritative sources
Similar Expressions
55 human-written examples
Based on my interaction with business school students, graduates and professors since the 1980s, when I attended college and law school at Harvard, I question whether the tilt toward money over scholarship is all that new.
News & Media
I had expected to show up in my designer jeans and Banana Republic blouse to the display round, and slide through the week to Bid Day based merely on my interactions with the sorority women during the rounds.
News & Media
My suggestions are merely based on my academic life and the few interactions I've had with students of other engineering colleges.
News & Media
Regularly, assumptions are made about the entire population based on one interaction or experience.
News & Media
Existing knowledge-based methods are based on interactions on one of two levels: interatomic and fragment-level interactions.
Science
I only got to know him a brief time, but his interaction with me was good, and I always base my opinions about other people on my interactions with him.
News & Media
Expert writing Tips
Best practice
When using "based on my interactions", ensure the context clearly identifies who or what you interacted with, providing a specific reference point for your conclusion.
Common error
Avoid using "based on my interactions" without specifying the context of those interactions; vague references can weaken your argument and confuse the reader.
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "based on my interactions" functions as a prepositional phrase that modifies a clause, indicating the foundation or source of a belief, opinion, or conclusion. It suggests that personal engagements or exchanges have shaped the speaker's perspective, aligning with Ludwig's confirmation of the phrase's usability.
Frequent in
News & Media
60%
Science
40%
Formal & Business
0%
Less common in
Academia
0%
Encyclopedias
0%
Wiki
0%
Ludwig's WRAP-UP
The phrase "based on my interactions" serves as a crucial indicator of experiential grounding in communication. As Ludwig AI confirms, it's a grammatically sound and functional phrase. It communicates that a statement or conclusion stems directly from personal encounters. Predominantly found in "News & Media" and "Science", this phrase maintains a neutral register, making it suitable for various contexts. For more formal writing, consider alternatives like "based upon my encounters" or "derived from my contact with". When using "based on my interactions", be specific about the context of those interactions to avoid vagueness. Ludwig's analysis underscores the importance of clarity and context when employing this phrase in writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
based upon my encounters
A more formal alternative, stressing specific instances of interaction.
derived from my contact with
Emphasizes that the information is extracted directly from the interaction.
drawing from my encounters
Emphasizes the act of extracting information or conclusions from personal experiences.
in my experience
A common and concise way to indicate personal observations.
according to my experience
Highlights that the statement is based on personal knowledge gained over time.
following my engagement with
Suggests a deliberate and involved interaction leading to a conclusion.
from my dealings with
Focuses on professional or transactional interactions as the basis for judgment.
stemming from my communication with
Implies that insights originate from direct communicative exchanges.
as I have seen it
Highlights a personal viewpoint shaped by direct observation.
from what I've gathered
Indicates that the information is an accumulation from various interactions.
FAQs
How can I rephrase "based on my interactions" to sound more formal?
For a more formal tone, consider using phrases such as "based upon my encounters", "derived from my contact with", or "following my engagement with".
Is it correct to say "based off my interactions" instead of "based on my interactions"?
While "based off" is sometimes used colloquially, "based on" is generally considered more grammatically correct and appropriate for formal writing.
What's the difference between "based on my interactions" and "in my experience"?
"Based on my interactions" refers specifically to conclusions drawn from direct engagements with others or something, while "in my experience" encompasses a broader range of personal observations and accumulated knowledge.
How can I make "based on my interactions" more impactful in my writing?
To enhance the impact, provide specific details about the interactions themselves. Mention the context, key observations, and how these engagements led to your conclusion. Instead of 'Based on my interactions, I believe...' use 'Based on my interactions with clients this quarter where X, Y, and Z happened, I believe...'
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Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.5/5
Expert rating
Real-world application tested